DocumentCode :
1101362
Title :
Multiple-Criteria Sorting Using Case-Based Distance Models With an Application in Water Resources Management
Author :
Chen, Ye ; Hipel, Keith W. ; Kilgour, D. Marc
Author_Institution :
Waterloo Univ., Waterloo
Volume :
37
Issue :
5
fYear :
2007
Firstpage :
680
Lastpage :
691
Abstract :
A case-based distance model to solve sorting problems in multiple-criteria decision analysis (MCDA) is developed, and its application in water resources management is presented. The sorting problem in MCDA is to arrange a set of alternatives into ordered groups. MCDA is introduced as consequence-based preference aggregation, whereby consequence and preference expressions (values and weights) are defined and combined in a sequence of steps. Then, sorting problems are defined, and some properties are explained. Based on weighted Euclidean distance, two case-based distance models are developed for sorting using weights and group thresholds obtained by assessment of a case set provided by a decision maker (DM). This case-based method can elicit the DM´s preferences more expeditiously and accurately than direct inquiry. Case-based sorting model I is designed for cardinal criteria, while its extension, i.e., case-based sorting model II, can handle both cardinal and ordinal criteria. Optimization programs are employed to find the most descriptive weights and group thresholds. A case study in which Canadian municipalities are sorted according to water usage is presented.
Keywords :
case-based reasoning; decision making; environmental management; operations research; optimisation; water resources; Canadian municipalities; case-based distance model; consequence-based preference aggregation; decision maker; group thresholds; multiple-criteria decision analysis; multiple-criteria sorting; optimization program; water resources management; weighted Euclidean distance; weights thresholds; Delta modulation; Energy management; Euclidean distance; Financial management; Inventory management; Pattern recognition; Resource management; Risk management; Sorting; Water resources; Case-based reasoning; group threshold generation; multiple-criteria decision analysis (MCDA); municipal water usage analysis (MWUA); ordinal criteria; sorting; weight generation; weighted Euclidean distance;
fLanguage :
English
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
Publisher :
ieee
ISSN :
1083-4427
Type :
jour
DOI :
10.1109/TSMCA.2007.902629
Filename :
4292211
Link To Document :
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